Convolutional Neural Networks as 2-D systems

no code implementations • 6 Mar 2023 • Dennis Gramlich, Patricia Pauli, Carsten W. Scherer, Frank Allgöwer, Christian Ebenbauer

This paper introduces a novel representation of convolutional Neural Networks (CNNs) in terms of 2-D dynamical systems.

Convex Synthesis of Accelerated Gradient Algorithms

no code implementations • 12 Feb 2021 • Carsten Scherer, Christian Ebenbauer

We present a convex solution for the design of generalized accelerated gradient algorithms for strongly convex objective functions with Lipschitz continuous gradients.

Optimization and Control Systems and Control Systems and Control